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| 1 | +/** |
| 2 | + * Investigate various output quality measures supplied by ARX |
| 3 | + * |
| 4 | + */ |
| 5 | +package examples.example_3 |
| 6 | + |
| 7 | + |
| 8 | +import base.DefaultConfiguration |
| 9 | +import org.deidentifier.arx.Data |
| 10 | +import postprocessor.ResultPrinter.printHandleTop |
| 11 | + |
| 12 | +//import scala.collection.JavaConversions._ |
| 13 | +//import collection.convert.ImplicitConversionsToScala.map AsScala |
| 14 | +import collection.JavaConverters.* // asScala |
| 15 | +import collection.convert.ImplicitConversions.* |
| 16 | +import java.io.File |
| 17 | +import java.nio.charset.Charset |
| 18 | + |
| 19 | +object MeasureDataQuality extends App{ |
| 20 | + |
| 21 | + def loadData: Tuple2[Data, Data] = { |
| 22 | + |
| 23 | + val dataFileOrg: File = new File("/home/alex/qi3/drl_anonymity/src/examples/q_learn_distorted_sets/distorted_set_-1") |
| 24 | + val dataOrg: Data = Data.create(dataFileOrg, Charset.defaultCharset, ',') |
| 25 | + |
| 26 | + val dataFileDist: File = new File("/home/alex/qi3/drl_anonymity/src/examples/q_learn_distorted_sets/distorted_set_-2") |
| 27 | + val dataDist: Data = Data.create(dataFileDist, Charset.defaultCharset, ',') |
| 28 | + |
| 29 | + require(dataOrg.getHandle.getNumRows == dataDist.getHandle.getNumRows) |
| 30 | + require(dataOrg.getHandle.getNumColumns == dataDist.getHandle.getNumColumns) |
| 31 | + |
| 32 | + // define the attribute types |
| 33 | + System.out.println(s"Number of rows ${dataOrg.getHandle.getNumRows}") |
| 34 | + System.out.println(s"Number of cols ${dataOrg.getHandle.getNumColumns}") |
| 35 | + |
| 36 | + printHandleTop(handle = dataOrg.getHandle, n = 5) |
| 37 | + System.out.println("Done...") |
| 38 | + |
| 39 | + (dataOrg, dataDist) |
| 40 | + } |
| 41 | + |
| 42 | + def experiment1: Unit = { |
| 43 | + |
| 44 | + val data = loadData |
| 45 | + |
| 46 | + val dataHandleOrg = data._1.getHandle |
| 47 | + val dataHandleDist = data._2.getHandle |
| 48 | + |
| 49 | + val summaryStatsDist = dataHandleDist.getStatistics().getSummaryStatistics(true) |
| 50 | + val summaryStatsOrg = dataHandleOrg.getStatistics().getSummaryStatistics(true) |
| 51 | + // getEquivalenceClassStatistics(); //getEquivalenceClassStatistics(); |
| 52 | + |
| 53 | + for((key, value) <- summaryStatsDist){ |
| 54 | + println(s"Column: ${key}") |
| 55 | + println("-----------------------Distorted/Original") |
| 56 | + println(s"distinctNumberOfValues ${value.getNumberOfDistinctValuesAsString}/${summaryStatsOrg.get(key).getNumberOfDistinctValuesAsString}") |
| 57 | + println(s"Mode ${value.getModeAsString}/${summaryStatsOrg.get(key).getModeAsString}") |
| 58 | + if(value.isMaxAvailable) { |
| 59 | + println(s"Max ${value.getMaxAsString}/${summaryStatsOrg.get(key).getMaxAsString}") |
| 60 | + println(s"Min ${value.getMinAsString}/${summaryStatsOrg.get(key).getMinAsString}") |
| 61 | + } |
| 62 | + } |
| 63 | + } |
| 64 | + |
| 65 | + def runKAnonimity: Unit = { |
| 66 | + |
| 67 | + val data = loadData |
| 68 | + |
| 69 | + // create the hierarchies for the ethnicity and |
| 70 | + // salary |
| 71 | + |
| 72 | + } |
| 73 | + |
| 74 | + // execute Experiment 1 |
| 75 | + experiment1 |
| 76 | + |
| 77 | +} |
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